Package for creating AI Agents using llms
Project description
Cognitrix
Cognitrix is an open-source autonomous AI agents orchestrator built in Python. It allows you to create and manage AI agents with ease and integrates seamlessly with large language models (LLMs) from various providers.
Features
- Agent Creation and Management: Create, list, and load AI agents with customizable names, tasks, and configurations.
- LLM Integration: Integrates with multiple LLM providers, including Anthropic (Claude), Cohere, Groq, Google, OpenAI, and Together.
- Modular Architecture: Easily extensible, allowing the addition of new tools, agents, and LLM integrations.
- Conversational Interface: Interact with AI agents through a command-line interface, providing queries and receiving responses.
- Tool Integration: Agents can utilize a variety of tools, including calculators, web searches, file system browsers, and more.
- Autonomous Agent Mode: Agents can operate autonomously, visually perceiving the screen, interacting with UI elements, and performing tasks.
- Multimodal Support: Handles both text and image inputs/outputs, enabling multimodal interactions.
Architecture
Cognitrix's architecture is designed to be highly modular and extensible:
- Agents: The base
Agent
class and specialized classes likeAIAssistant
for creating and managing AI agents. - LLMs: A collection of classes for integrating with various LLM providers (Cohere, OpenAI, Claude, etc.).
- Tools: A set of tools that agents can utilize. Each tool has a
category
attribute for grouping and management. - Templates: Customizable prompt templates guide the behavior and output formats of LLMs.
More tools can be added by creating new classes that inherit from the Tool
base class and specifying a unique category
.
Installation
pip install cognitrix
Alternatively, you can install directly from GitHub:
pip install https://github.com/theonlyamos/cognitrix/archive/main.zip
Usage
To run Cognitrix with default settings:
cognitrix
To list supported LLM providers:
cognitrix --providers
To list created agents:
cognitrix agents
To list available tools:
cognitrix --tools
To run Cognitrix with a specific provider:
cognitrix --provider <provider_name>
To run Cognitrix with a specific agent:
cognitrix --agent <agent_name>
To run Cognitrix with a category of tools:
cognitrix --load-tools "web"
To run Cognitrix with categories of tools:
cognitrix --load-tools "web,general"
To create a new agent:
cognitrix agents --new
For more options and usage details, use the help command:
cognitrix --help
Contributing
Cognitrix is open source and contributions are welcome! Please refer to CONTRIBUTING.md for guidelines on how to contribute.
License
This project is licensed under the MIT license. See LICENSE.md for more information.
Acknowledgments
Cognitrix was created by Amos Amissah and is inspired by projects like AutoGPT and GPT Engineer. Special thanks to the open-source community and AI companies providing LLM APIs.
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